{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 35: Gini Mean Difference (GMD) Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0256%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9304%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9482%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2409%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2411%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1735%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5866%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5548%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5646%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9035%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0310%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2844%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0020%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2735%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7642%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1449%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3383%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0256%  0.4057%  0.4035%  1.9693%  0.0180%  0.9304%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2411% -1.7557% -0.7727% -1.2473% -0.1735%   \n",
       "2016-01-07  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2207%   \n",
       "2016-01-08   0.2735% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3383%  0.1692% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9482% -1.1953%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5866% -0.9551%  ...  0.5548%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8855% -4.6058% -2.5394%  ... -2.2066% -3.0310% -1.0411%   \n",
       "2016-01-08 -1.6402% -1.7642% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0330%  ...  1.6436%  0.0000%  0.9869%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2409%  1.3734% -1.0857%  \n",
       "2016-01-06 -1.5646%  0.3108% -1.0155% -0.7653% -3.0048% -0.9035% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2844% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 -0.1449%  0.0895% -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean GMD Portfolios\n",
    "\n",
    "The GMD model was proposed by __[Yitzhaki (1982)](https://www.researchgate.net/publication/4900733_Stochastic_Dominance_Mean_Variance_and_Gini%27s_Mean_Difference)__, but this model didn't gain popularity among practitioners due to the difficulty to solve it because it number of variables and constraints increases in proportion to $T(T-1)/2$ where $T$ is the number of observations. However, __[Cajas (2021)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3988927)__ proposed an alternative reformulation based on the ordered weighted averaging (OWA) operator optimization model for monotonic weights proposed by __[Chassein and Goerigk (2015)](https://kluedo.ub.uni-kl.de/frontdoor/deliver/index/docId/3899/file/paper.pdf)__. This formulation its the implemented in Riskfolio-Lib because is more efficient.\n",
    "\n",
    "It is recommended to use MOSEK to optimize GMD, due to it requires more computing power for the number of constraints and variables the model use.\n",
    "\n",
    "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__.\n",
    "\n",
    "### 2.1 Calculating the portfolio that optimize return/GMD ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.3096%</td>\n",
       "      <td>10.3076%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.6609%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.2757%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>11.9307%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.2927%</td>\n",
       "      <td>0.0001%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.5112%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
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      ],
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       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 6.3096% 10.3076% 0.0000% 0.0000% 6.6609% 0.0000% 3.2757%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 11.9307% 0.0000% 0.0000% 0.0000% 0.0000% 6.2927%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0001% 0.0000% 4.5112% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "import mosek\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing GMD\n",
    "port.sol_params = {'MOSEK': {'mosek_params': {mosek.iparam.num_threads: 2}}}\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'GMD' # Risk measure used, this time will be GMD\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean - Gini Mean Difference', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4779%</td>\n",
       "      <td>6.2793%</td>\n",
       "      <td>3.6029%</td>\n",
       "      <td>2.6065%</td>\n",
       "      <td>5.9261%</td>\n",
       "      <td>2.1803%</td>\n",
       "      <td>0.5954%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.9125%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.4753%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>13.4547%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.0973%</td>\n",
       "      <td>3.6289%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.5749%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.5977%</td>\n",
       "      <td>8.5362%</td>\n",
       "      <td>0.3433%</td>\n",
       "      <td>1.7240%</td>\n",
       "      <td>6.8821%</td>\n",
       "      <td>1.0385%</td>\n",
       "      <td>1.3092%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9178%</td>\n",
       "      <td>...</td>\n",
       "      <td>15.5485%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.7144%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.6766%</td>\n",
       "      <td>4.9968%</td>\n",
       "      <td>0.6037%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.5201%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.5098%</td>\n",
       "      <td>9.2348%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0683%</td>\n",
       "      <td>7.2374%</td>\n",
       "      <td>0.5726%</td>\n",
       "      <td>1.6066%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>16.2544%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.6240%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.1660%</td>\n",
       "      <td>5.4571%</td>\n",
       "      <td>0.6207%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.5349%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.1963%</td>\n",
       "      <td>9.7336%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4478%</td>\n",
       "      <td>7.4669%</td>\n",
       "      <td>0.0117%</td>\n",
       "      <td>1.7876%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>16.5092%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.8177%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.3902%</td>\n",
       "      <td>5.7655%</td>\n",
       "      <td>0.4467%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.5154%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.8326%</td>\n",
       "      <td>10.0646%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.4287%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.1169%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>15.8765%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.1523%</td>\n",
       "      <td>5.9672%</td>\n",
       "      <td>0.2493%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.1043%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE     HPQ  \\\n",
       "0 0.0000% 0.4779%  6.2793% 3.6029% 2.6065% 5.9261% 2.1803% 0.5954% 0.0000%   \n",
       "1 0.0000% 2.5977%  8.5362% 0.3433% 1.7240% 6.8821% 1.0385% 1.3092% 0.0000%   \n",
       "2 0.0000% 3.5098%  9.2348% 0.0000% 1.0683% 7.2374% 0.5726% 1.6066% 0.0000%   \n",
       "3 0.0000% 4.1963%  9.7336% 0.0000% 0.4478% 7.4669% 0.0117% 1.7876% 0.0000%   \n",
       "4 0.0000% 4.8326% 10.0646% 0.0000% 0.0000% 7.4287% 0.0000% 2.1169% 0.0000%   \n",
       "\n",
       "      JCI  ...       NI    PCAR      PSA     SEE       T     TGT     TMO  \\\n",
       "0 2.9125%  ... 13.4753% 0.0000% 13.4547% 0.0000% 6.0973% 3.6289% 0.0000%   \n",
       "1 0.9178%  ... 15.5485% 0.0000%  7.7144% 0.0000% 5.6766% 4.9968% 0.6037%   \n",
       "2 0.0000%  ... 16.2544% 0.0000%  4.6240% 0.0000% 5.1660% 5.4571% 0.6207%   \n",
       "3 0.0000%  ... 16.5092% 0.0000%  1.8177% 0.0000% 4.3902% 5.7655% 0.4467%   \n",
       "4 0.0000%  ... 15.8765% 0.0000%  0.0000% 0.0000% 3.1523% 5.9672% 0.2493%   \n",
       "\n",
       "      TXT      VZ    ZION  \n",
       "0 0.0000% 7.5749% 0.0000%  \n",
       "1 0.0000% 7.5201% 0.0000%  \n",
       "2 0.0000% 7.5349% 0.0000%  \n",
       "3 0.0000% 7.5154% 0.0000%  \n",
       "4 0.0000% 7.1043% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 40 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for GMD\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for GMD."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>2.3330%</td>\n",
       "      <td>3.1846%</td>\n",
       "      <td>4.1373%</td>\n",
       "      <td>4.1681%</td>\n",
       "      <td>3.9195%</td>\n",
       "      <td>5.1241%</td>\n",
       "      <td>4.7257%</td>\n",
       "      <td>3.0261%</td>\n",
       "      <td>2.8937%</td>\n",
       "      <td>3.6112%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.5529%</td>\n",
       "      <td>2.9171%</td>\n",
       "      <td>6.6111%</td>\n",
       "      <td>3.5209%</td>\n",
       "      <td>4.5414%</td>\n",
       "      <td>3.8071%</td>\n",
       "      <td>3.5192%</td>\n",
       "      <td>2.9514%</td>\n",
       "      <td>5.1132%</td>\n",
       "      <td>3.0842%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 2.3330% 3.1846% 4.1373% 4.1681% 3.9195% 5.1241% 4.7257% 3.0261%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.8937% 3.6112%  ... 6.5529% 2.9171% 6.6111% 3.5209% 4.5414% 3.8071%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.5192% 2.9514% 5.1132% 3.0842%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity GMD', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
